Note: As the analyst, I have presented the findings and conclusions in this HTML file based on the data available at the time of analysis and the methods used to process and visualize the data. While these insights may be helpful for certain purposes, they should be considered as exploratory and not definitive. It is recommended that you conduct your own research and analysis to validate and supplement the information presented here. Please be aware that the level of detail and technicality of the analysis may vary depending on the experience and expertise of the analyst. As such, exercise caution and do not blindly rely on the information presented without conducting your own due diligence.

Please visit the following links to explore the steps followed in this analysis: Notebook 1 Notebook 2

Visualizations included in this HTML file have a hover-over feature that allows users to obtain additional information about the displayed data points. It is recommended to take advantage of this feature to obtain a more detailed understanding of the data presented. Please note that the year 2020 has been used as the marker for the onset of the COVID-19 pandemic in this analysis.